Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 21.6 KiB |
| Average record size in memory | 88.5 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:56:42.790995 |
|---|---|
| Analysis finished | 2020-08-25 00:56:59.536920 |
| Duration | 16.75 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.370246410369874e-10 |
|---|---|
| Minimum | -2.492960214614868 |
| Maximum | 2.30313491821289 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.492960215 |
|---|---|
| 5-th percentile | -1.658052641 |
| Q1 | -0.7612414211 |
| median | -0.01447139727 |
| Q3 | 0.7701664418 |
| 95-th percentile | 1.618271697 |
| Maximum | 2.303134918 |
| Range | 4.796095133 |
| Interquartile range (IQR) | 1.531407863 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 1569797993 |
| Kurtosis | -0.6046433564 |
| Mean | 6.37024641e-10 |
| Median Absolute Deviation (MAD) | 0.7691705525 |
| Skewness | -0.06254409968 |
| Sum | 1.592561603e-07 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.04409779236 | 1 | 0.4% | |
| 0.6935276985 | 1 | 0.4% | |
| 0.2811161578 | 1 | 0.4% | |
| 1.139941692 | 1 | 0.4% | |
| 0.4019931555 | 1 | 0.4% | |
| -0.8480055332 | 1 | 0.4% | |
| -2.492960215 | 1 | 0.4% | |
| -1.973251343 | 1 | 0.4% | |
| -0.6959891915 | 1 | 0.4% | |
| -2.071244955 | 1 | 0.4% | |
| -1.758487463 | 1 | 0.4% | |
| 0.9133908749 | 1 | 0.4% | |
| -1.381482959 | 1 | 0.4% | |
| 2.05147481 | 1 | 0.4% | |
| 0.9269306064 | 1 | 0.4% | |
| -1.123379946 | 1 | 0.4% | |
| 1.100871921 | 1 | 0.4% | |
| -0.009226528928 | 1 | 0.4% | |
| -0.0513769649 | 1 | 0.4% | |
| -1.168295026 | 1 | 0.4% | |
| -0.4827694297 | 1 | 0.4% | |
| -1.740555286 | 1 | 0.4% | |
| 0.0102334749 | 1 | 0.4% | |
| -0.6691008806 | 1 | 0.4% | |
| -0.593400836 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.492960215 | 1 | 0.4% | |
| -2.352406025 | 1 | 0.4% | |
| -2.084334373 | 1 | 0.4% | |
| -2.071244955 | 1 | 0.4% | |
| -2.005076408 | 1 | 0.4% | |
| -1.973251343 | 1 | 0.4% | |
| -1.891159654 | 1 | 0.4% | |
| -1.886480808 | 1 | 0.4% | |
| -1.786576152 | 1 | 0.4% | |
| -1.758487463 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 2.303134918 | 1 | 0.4% | |
| 2.071485281 | 1 | 0.4% | |
| 2.05147481 | 1 | 0.4% | |
| 2.034207582 | 1 | 0.4% | |
| 1.907775164 | 1 | 0.4% | |
| 1.890143752 | 1 | 0.4% | |
| 1.873755455 | 1 | 0.4% | |
| 1.846666217 | 1 | 0.4% | |
| 1.82939291 | 1 | 0.4% | |
| 1.723196626 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.695007085800171e-09 |
|---|---|
| Minimum | -1.733388066291809 |
| Maximum | 1.6868163347244265 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.733388066 |
|---|---|
| 5-th percentile | -1.581239092 |
| Q1 | -0.7483351231 |
| median | -0.01530450257 |
| Q3 | 0.8115198463 |
| 95-th percentile | 1.560419756 |
| Maximum | 1.686816335 |
| Range | 3.420204401 |
| Interquartile range (IQR) | 1.559854969 |
Descriptive statistics
| Standard deviation | 0.9999999951 |
|---|---|
| Coefficient of variation (CV) | -589968032.3 |
| Kurtosis | -1.142415619 |
| Mean | -1.695007086e-09 |
| Median Absolute Deviation (MAD) | 0.8003616664 |
| Skewness | -0.002024361984 |
| Sum | -4.237517715e-07 |
| Variance | 0.9999999903 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.249997377 | 1 | 0.4% | |
| 1.686816335 | 1 | 0.4% | |
| 0.7047703862 | 1 | 0.4% | |
| -0.139449209 | 1 | 0.4% | |
| -1.598016381 | 1 | 0.4% | |
| -1.131214499 | 1 | 0.4% | |
| 0.8045115471 | 1 | 0.4% | |
| 0.1816524267 | 1 | 0.4% | |
| 0.5875225663 | 1 | 0.4% | |
| 1.351908922 | 1 | 0.4% | |
| 1.191925645 | 1 | 0.4% | |
| -1.246433854 | 1 | 0.4% | |
| 0.9758441448 | 1 | 0.4% | |
| 1.659514666 | 1 | 0.4% | |
| -0.5719419122 | 1 | 0.4% | |
| 0.7600802183 | 1 | 0.4% | |
| -0.6566956639 | 1 | 0.4% | |
| -0.8126577139 | 1 | 0.4% | |
| -1.656918168 | 1 | 0.4% | |
| -0.6686080098 | 1 | 0.4% | |
| 0.7606318593 | 1 | 0.4% | |
| -0.8189942241 | 1 | 0.4% | |
| 0.959223628 | 1 | 0.4% | |
| -1.428009152 | 1 | 0.4% | |
| -1.522985458 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.733388066 | 1 | 0.4% | |
| -1.729491949 | 1 | 0.4% | |
| -1.713871956 | 1 | 0.4% | |
| -1.712739587 | 1 | 0.4% | |
| -1.699374557 | 1 | 0.4% | |
| -1.656918168 | 1 | 0.4% | |
| -1.655931354 | 1 | 0.4% | |
| -1.646391273 | 1 | 0.4% | |
| -1.613729954 | 1 | 0.4% | |
| -1.607822061 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.686816335 | 1 | 0.4% | |
| 1.678800225 | 1 | 0.4% | |
| 1.677598476 | 1 | 0.4% | |
| 1.672383547 | 1 | 0.4% | |
| 1.665704727 | 1 | 0.4% | |
| 1.664205074 | 1 | 0.4% | |
| 1.659514666 | 1 | 0.4% | |
| 1.64442265 | 1 | 0.4% | |
| 1.627424359 | 1 | 0.4% | |
| 1.594628453 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.156943082809448e-09 |
|---|---|
| Minimum | -1.8650447130203247 |
| Maximum | 3.1398279666900635 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.865044713 |
|---|---|
| 5-th percentile | -1.342448711 |
| Q1 | -0.7469610125 |
| median | -0.1700332835 |
| Q3 | 0.5734898001 |
| 95-th percentile | 2.017714238 |
| Maximum | 3.139827967 |
| Range | 5.00487268 |
| Interquartile range (IQR) | 1.320450813 |
Descriptive statistics
| Standard deviation | 0.9999999901 |
|---|---|
| Coefficient of variation (CV) | -463619090.4 |
| Kurtosis | 0.2953295037 |
| Mean | -2.156943083e-09 |
| Median Absolute Deviation (MAD) | 0.6552530676 |
| Skewness | 0.7980627999 |
| Sum | -5.392357707e-07 |
| Variance | 0.9999999801 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.025388241 | 1 | 0.4% | |
| -0.0536304079 | 1 | 0.4% | |
| 0.4820303619 | 1 | 0.4% | |
| -0.8295357823 | 1 | 0.4% | |
| -0.6312933564 | 1 | 0.4% | |
| -1.051159978 | 1 | 0.4% | |
| 0.3724080026 | 1 | 0.4% | |
| -0.2487038672 | 1 | 0.4% | |
| -0.5026264787 | 1 | 0.4% | |
| -0.05653758347 | 1 | 0.4% | |
| 1.546262264 | 1 | 0.4% | |
| -0.1539755762 | 1 | 0.4% | |
| 2.018387794 | 1 | 0.4% | |
| -0.2468706369 | 1 | 0.4% | |
| 0.06990735233 | 1 | 0.4% | |
| -0.360793829 | 1 | 0.4% | |
| -1.289363146 | 1 | 0.4% | |
| 1.586744547 | 1 | 0.4% | |
| -1.007791281 | 1 | 0.4% | |
| -0.1625178754 | 1 | 0.4% | |
| 1.663415909 | 1 | 0.4% | |
| -0.2046295553 | 1 | 0.4% | |
| -0.1045338213 | 1 | 0.4% | |
| 1.979015946 | 1 | 0.4% | |
| 0.7616969943 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.865044713 | 1 | 0.4% | |
| -1.64887476 | 1 | 0.4% | |
| -1.558416843 | 1 | 0.4% | |
| -1.552575469 | 1 | 0.4% | |
| -1.545624137 | 1 | 0.4% | |
| -1.535095096 | 1 | 0.4% | |
| -1.476618052 | 1 | 0.4% | |
| -1.433079958 | 1 | 0.4% | |
| -1.380958915 | 1 | 0.4% | |
| -1.357619166 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 3.139827967 | 1 | 0.4% | |
| 3.082969189 | 1 | 0.4% | |
| 2.816385508 | 1 | 0.4% | |
| 2.552489519 | 1 | 0.4% | |
| 2.444133282 | 1 | 0.4% | |
| 2.417655706 | 1 | 0.4% | |
| 2.409142256 | 1 | 0.4% | |
| 2.405754089 | 1 | 0.4% | |
| 2.160962105 | 1 | 0.4% | |
| 2.121206045 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.9259750807520958e-09 |
|---|---|
| Minimum | -1.8222055435180664 |
| Maximum | 1.5664935111999512 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.822205544 |
|---|---|
| 5-th percentile | -1.64236654 |
| Q1 | -0.7542671561 |
| median | -0.003542026505 |
| Q3 | 0.8663032055 |
| 95-th percentile | 1.430964136 |
| Maximum | 1.566493511 |
| Range | 3.388699055 |
| Interquartile range (IQR) | 1.620570362 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -519217517.9 |
| Kurtosis | -1.169004365 |
| Mean | -1.925975081e-09 |
| Median Absolute Deviation (MAD) | 0.8366000354 |
| Skewness | -0.147755665 |
| Sum | -4.814937702e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.068362951 | 1 | 0.4% | |
| 0.09016912431 | 1 | 0.4% | |
| -0.5321480632 | 1 | 0.4% | |
| 1.0501858 | 1 | 0.4% | |
| 1.29431808 | 1 | 0.4% | |
| 1.468142748 | 1 | 0.4% | |
| -0.5122343302 | 1 | 0.4% | |
| 0.8663910031 | 1 | 0.4% | |
| 0.04560409114 | 1 | 0.4% | |
| -0.8566176295 | 1 | 0.4% | |
| 1.234716773 | 1 | 0.4% | |
| 0.9021739364 | 1 | 0.4% | |
| -1.279631495 | 1 | 0.4% | |
| -1.772788763 | 1 | 0.4% | |
| 1.13447082 | 1 | 0.4% | |
| 0.831733048 | 1 | 0.4% | |
| -1.475904942 | 1 | 0.4% | |
| 1.223950982 | 1 | 0.4% | |
| 0.7716770768 | 1 | 0.4% | |
| 0.491533488 | 1 | 0.4% | |
| 1.482732654 | 1 | 0.4% | |
| 1.23662591 | 1 | 0.4% | |
| 0.4920172691 | 1 | 0.4% | |
| -1.123104215 | 1 | 0.4% | |
| -0.5377432704 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.822205544 | 1 | 0.4% | |
| -1.810531974 | 1 | 0.4% | |
| -1.806100965 | 1 | 0.4% | |
| -1.782647491 | 1 | 0.4% | |
| -1.772788763 | 1 | 0.4% | |
| -1.769106746 | 1 | 0.4% | |
| -1.758919001 | 1 | 0.4% | |
| -1.709545612 | 1 | 0.4% | |
| -1.695319176 | 1 | 0.4% | |
| -1.684566855 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.566493511 | 1 | 0.4% | |
| 1.548769951 | 1 | 0.4% | |
| 1.506954074 | 1 | 0.4% | |
| 1.506932735 | 1 | 0.4% | |
| 1.502105951 | 1 | 0.4% | |
| 1.493969321 | 1 | 0.4% | |
| 1.491132855 | 1 | 0.4% | |
| 1.488521457 | 1 | 0.4% | |
| 1.482732654 | 1 | 0.4% | |
| 1.468142748 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7816200852394104e-09 |
|---|---|
| Minimum | -1.715514063835144 |
| Maximum | 1.6187453269958496 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.715514064 |
|---|---|
| 5-th percentile | -1.558108491 |
| Q1 | -0.8758047968 |
| median | 0.02653695829 |
| Q3 | 0.8979841918 |
| 95-th percentile | 1.529741448 |
| Maximum | 1.618745327 |
| Range | 3.334259391 |
| Interquartile range (IQR) | 1.773788989 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 561286893.7 |
| Kurtosis | -1.234270435 |
| Mean | 1.781620085e-09 |
| Median Absolute Deviation (MAD) | 0.8920594584 |
| Skewness | -0.06439161278 |
| Sum | 4.454050213e-07 |
| Variance | 1.000000007 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.1793212593 | 1 | 0.4% | |
| -0.8395166993 | 1 | 0.4% | |
| -0.2157450467 | 1 | 0.4% | |
| -1.409550905 | 1 | 0.4% | |
| 0.903504014 | 1 | 0.4% | |
| 1.577228785 | 1 | 0.4% | |
| 1.60680604 | 1 | 0.4% | |
| -0.752620399 | 1 | 0.4% | |
| 1.527290821 | 1 | 0.4% | |
| 1.102891445 | 1 | 0.4% | |
| -0.2806033194 | 1 | 0.4% | |
| 0.586595118 | 1 | 0.4% | |
| 1.555794477 | 1 | 0.4% | |
| 1.598964453 | 1 | 0.4% | |
| 1.507163286 | 1 | 0.4% | |
| -0.8190080523 | 1 | 0.4% | |
| 0.6300103068 | 1 | 0.4% | |
| 1.050761104 | 1 | 0.4% | |
| -0.503572464 | 1 | 0.4% | |
| -0.3333289027 | 1 | 0.4% | |
| 0.2913362682 | 1 | 0.4% | |
| 1.084287882 | 1 | 0.4% | |
| -0.3006101847 | 1 | 0.4% | |
| 1.185826778 | 1 | 0.4% | |
| 1.490504861 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.715514064 | 1 | 0.4% | |
| -1.71072185 | 1 | 0.4% | |
| -1.697125435 | 1 | 0.4% | |
| -1.696040511 | 1 | 0.4% | |
| -1.693400025 | 1 | 0.4% | |
| -1.692038774 | 1 | 0.4% | |
| -1.660373807 | 1 | 0.4% | |
| -1.66037178 | 1 | 0.4% | |
| -1.623946428 | 1 | 0.4% | |
| -1.616638422 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.618745327 | 1 | 0.4% | |
| 1.607763886 | 1 | 0.4% | |
| 1.60680604 | 1 | 0.4% | |
| 1.598964453 | 1 | 0.4% | |
| 1.577228785 | 1 | 0.4% | |
| 1.577224255 | 1 | 0.4% | |
| 1.575623751 | 1 | 0.4% | |
| 1.565683722 | 1 | 0.4% | |
| 1.555794477 | 1 | 0.4% | |
| 1.546713948 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -9.96515154838562e-10 |
|---|---|
| Minimum | -1.6875637769699097 |
| Maximum | 1.6541893482208252 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.687563777 |
|---|---|
| 5-th percentile | -1.522901517 |
| Q1 | -0.9110902995 |
| median | -0.05172674544 |
| Q3 | 0.9014867097 |
| 95-th percentile | 1.490943736 |
| Maximum | 1.654189348 |
| Range | 3.341753125 |
| Interquartile range (IQR) | 1.812577009 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1003497033 |
| Kurtosis | -1.29473202 |
| Mean | -9.965151548e-10 |
| Median Absolute Deviation (MAD) | 0.8965339065 |
| Skewness | 0.01085372857 |
| Sum | -2.491287887e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.007217392791 | 1 | 0.4% | |
| 0.8888261914 | 1 | 0.4% | |
| 1.146834493 | 1 | 0.4% | |
| 1.427108645 | 1 | 0.4% | |
| 0.9092931151 | 1 | 0.4% | |
| -0.7115976214 | 1 | 0.4% | |
| -1.029636979 | 1 | 0.4% | |
| 0.3241378963 | 1 | 0.4% | |
| 1.021548867 | 1 | 0.4% | |
| -0.8663760424 | 1 | 0.4% | |
| 0.6041680574 | 1 | 0.4% | |
| -1.554037333 | 1 | 0.4% | |
| -1.251297235 | 1 | 0.4% | |
| -0.737631321 | 1 | 0.4% | |
| 0.03606634215 | 1 | 0.4% | |
| -0.8600159883 | 1 | 0.4% | |
| 1.316299081 | 1 | 0.4% | |
| 1.442684412 | 1 | 0.4% | |
| 1.414361358 | 1 | 0.4% | |
| -0.6227064729 | 1 | 0.4% | |
| 1.156540632 | 1 | 0.4% | |
| 1.158489108 | 1 | 0.4% | |
| -1.481727839 | 1 | 0.4% | |
| 1.396766424 | 1 | 0.4% | |
| 1.379185081 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.687563777 | 1 | 0.4% | |
| -1.662778497 | 1 | 0.4% | |
| -1.659703255 | 1 | 0.4% | |
| -1.656458378 | 1 | 0.4% | |
| -1.635802031 | 1 | 0.4% | |
| -1.623413086 | 1 | 0.4% | |
| -1.606693745 | 1 | 0.4% | |
| -1.573639274 | 1 | 0.4% | |
| -1.554756284 | 1 | 0.4% | |
| -1.554037333 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.654189348 | 1 | 0.4% | |
| 1.652965069 | 1 | 0.4% | |
| 1.650226831 | 1 | 0.4% | |
| 1.645487666 | 1 | 0.4% | |
| 1.644393325 | 1 | 0.4% | |
| 1.610502958 | 1 | 0.4% | |
| 1.595733166 | 1 | 0.4% | |
| 1.584073782 | 1 | 0.4% | |
| 1.579788208 | 1 | 0.4% | |
| 1.554392099 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8812716007232666e-09 |
|---|---|
| Minimum | -1.6973079442977903 |
| Maximum | 1.6855038404464722 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.697307944 |
|---|---|
| 5-th percentile | -1.542426378 |
| Q1 | -0.8473253846 |
| median | -0.05288272351 |
| Q3 | 0.9630089998 |
| 95-th percentile | 1.511002219 |
| Maximum | 1.68550384 |
| Range | 3.382811785 |
| Interquartile range (IQR) | 1.810334384 |
Descriptive statistics
| Standard deviation | 1.000000003 |
|---|---|
| Coefficient of variation (CV) | 531555359.9 |
| Kurtosis | -1.254310053 |
| Mean | 1.881271601e-09 |
| Median Absolute Deviation (MAD) | 0.9238316789 |
| Skewness | 0.02594767229 |
| Sum | 4.703179002e-07 |
| Variance | 1.000000006 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.278764367 | 1 | 0.4% | |
| -1.290329933 | 1 | 0.4% | |
| 1.088235855 | 1 | 0.4% | |
| -1.026708245 | 1 | 0.4% | |
| -1.559909582 | 1 | 0.4% | |
| 1.115571499 | 1 | 0.4% | |
| 1.467126131 | 1 | 0.4% | |
| 0.9124366641 | 1 | 0.4% | |
| -1.295241833 | 1 | 0.4% | |
| 1.313169122 | 1 | 0.4% | |
| 0.05738263577 | 1 | 0.4% | |
| -1.505542397 | 1 | 0.4% | |
| 0.9259300232 | 1 | 0.4% | |
| 0.3533455729 | 1 | 0.4% | |
| -1.416311145 | 1 | 0.4% | |
| -0.2515901029 | 1 | 0.4% | |
| 0.4259674251 | 1 | 0.4% | |
| 1.416302919 | 1 | 0.4% | |
| 1.04031837 | 1 | 0.4% | |
| -1.596862197 | 1 | 0.4% | |
| -0.09999215603 | 1 | 0.4% | |
| 1.349875569 | 1 | 0.4% | |
| 1.427997351 | 1 | 0.4% | |
| -0.3589514196 | 1 | 0.4% | |
| -1.003624082 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.697307944 | 1 | 0.4% | |
| -1.697247267 | 1 | 0.4% | |
| -1.678586006 | 1 | 0.4% | |
| -1.672571898 | 1 | 0.4% | |
| -1.659815669 | 1 | 0.4% | |
| -1.652270079 | 1 | 0.4% | |
| -1.626516461 | 1 | 0.4% | |
| -1.596862197 | 1 | 0.4% | |
| -1.592911243 | 1 | 0.4% | |
| -1.585030079 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.68550384 | 1 | 0.4% | |
| 1.668232441 | 1 | 0.4% | |
| 1.646704912 | 1 | 0.4% | |
| 1.611974239 | 1 | 0.4% | |
| 1.605258346 | 1 | 0.4% | |
| 1.592762947 | 1 | 0.4% | |
| 1.547281504 | 1 | 0.4% | |
| 1.546817541 | 1 | 0.4% | |
| 1.52942121 | 1 | 0.4% | |
| 1.527781248 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6226043701171873e-09 |
|---|---|
| Minimum | -1.6782217025756836 |
| Maximum | 1.7388352155685425 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.678221703 |
|---|---|
| 5-th percentile | -1.568145102 |
| Q1 | -0.8539417535 |
| median | -0.04403080232 |
| Q3 | 0.8030073792 |
| 95-th percentile | 1.605234432 |
| Maximum | 1.738835216 |
| Range | 3.417056918 |
| Interquartile range (IQR) | 1.656949133 |
Descriptive statistics
| Standard deviation | 1.000000004 |
|---|---|
| Coefficient of variation (CV) | 381300365.1 |
| Kurtosis | -1.123014418 |
| Mean | 2.62260437e-09 |
| Median Absolute Deviation (MAD) | 0.8315048683 |
| Skewness | 0.02778830917 |
| Sum | 6.556510925e-07 |
| Variance | 1.000000008 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.3901841044 | 1 | 0.4% | |
| -0.5538849235 | 1 | 0.4% | |
| 1.057441711 | 1 | 0.4% | |
| -1.280664802 | 1 | 0.4% | |
| -1.361714005 | 1 | 0.4% | |
| 1.497455478 | 1 | 0.4% | |
| -1.664860249 | 1 | 0.4% | |
| 0.4869114757 | 1 | 0.4% | |
| -0.02489297464 | 1 | 0.4% | |
| -1.36560595 | 1 | 0.4% | |
| 1.026000619 | 1 | 0.4% | |
| -1.673118949 | 1 | 0.4% | |
| -1.673207164 | 1 | 0.4% | |
| 1.720077991 | 1 | 0.4% | |
| -0.8180464506 | 1 | 0.4% | |
| -1.202792764 | 1 | 0.4% | |
| 1.139930844 | 1 | 0.4% | |
| 0.4099801779 | 1 | 0.4% | |
| -1.451842189 | 1 | 0.4% | |
| 1.608736753 | 1 | 0.4% | |
| -1.551786542 | 1 | 0.4% | |
| 0.4676941633 | 1 | 0.4% | |
| -0.1359031647 | 1 | 0.4% | |
| 1.15948987 | 1 | 0.4% | |
| -1.063779354 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.678221703 | 1 | 0.4% | |
| -1.675282955 | 1 | 0.4% | |
| -1.673207164 | 1 | 0.4% | |
| -1.673118949 | 1 | 0.4% | |
| -1.664860249 | 1 | 0.4% | |
| -1.664645672 | 1 | 0.4% | |
| -1.632745504 | 1 | 0.4% | |
| -1.607119083 | 1 | 0.4% | |
| -1.593653083 | 1 | 0.4% | |
| -1.592617989 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.738835216 | 1 | 0.4% | |
| 1.734404087 | 1 | 0.4% | |
| 1.726752043 | 1 | 0.4% | |
| 1.720077991 | 1 | 0.4% | |
| 1.709518194 | 1 | 0.4% | |
| 1.698003531 | 1 | 0.4% | |
| 1.683295369 | 1 | 0.4% | |
| 1.672606826 | 1 | 0.4% | |
| 1.668220043 | 1 | 0.4% | |
| 1.652386904 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.3958425521850584e-10 |
|---|---|
| Minimum | -1.5796327590942385 |
| Maximum | 1.7653772830963137 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.579632759 |
|---|---|
| 5-th percentile | -1.428347492 |
| Q1 | -0.8519166559 |
| median | -0.08416427672 |
| Q3 | 0.8702519983 |
| 95-th percentile | 1.529598165 |
| Maximum | 1.765377283 |
| Range | 3.345010042 |
| Interquartile range (IQR) | 1.722168654 |
Descriptive statistics
| Standard deviation | 0.9999999992 |
|---|---|
| Coefficient of variation (CV) | -2274876744 |
| Kurtosis | -1.278969589 |
| Mean | -4.395842552e-10 |
| Median Absolute Deviation (MAD) | 0.9263144881 |
| Skewness | 0.06763332901 |
| Sum | -1.098960638e-07 |
| Variance | 0.9999999984 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.530271649 | 1 | 0.4% | |
| 0.6900471449 | 1 | 0.4% | |
| 0.8615147471 | 1 | 0.4% | |
| -0.1113510206 | 1 | 0.4% | |
| -0.01311016921 | 1 | 0.4% | |
| -1.357405305 | 1 | 0.4% | |
| -1.317794681 | 1 | 0.4% | |
| 1.397676945 | 1 | 0.4% | |
| -0.2496775985 | 1 | 0.4% | |
| -1.56578052 | 1 | 0.4% | |
| 0.8068113327 | 1 | 0.4% | |
| -0.224366799 | 1 | 0.4% | |
| 1.537207484 | 1 | 0.4% | |
| -0.6914802194 | 1 | 0.4% | |
| -0.4776218832 | 1 | 0.4% | |
| -0.7154914141 | 1 | 0.4% | |
| -1.045833111 | 1 | 0.4% | |
| -0.2764463723 | 1 | 0.4% | |
| -0.4862493277 | 1 | 0.4% | |
| -0.5069925785 | 1 | 0.4% | |
| -0.4603207409 | 1 | 0.4% | |
| 1.71708405 | 1 | 0.4% | |
| 0.8779270649 | 1 | 0.4% | |
| 0.7100986838 | 1 | 0.4% | |
| 1.764922142 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.579632759 | 1 | 0.4% | |
| -1.56578052 | 1 | 0.4% | |
| -1.559478641 | 1 | 0.4% | |
| -1.557136178 | 1 | 0.4% | |
| -1.547065496 | 1 | 0.4% | |
| -1.538577199 | 1 | 0.4% | |
| -1.530271649 | 1 | 0.4% | |
| -1.516122103 | 1 | 0.4% | |
| -1.510763645 | 1 | 0.4% | |
| -1.476605892 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.765377283 | 1 | 0.4% | |
| 1.764922142 | 1 | 0.4% | |
| 1.763576508 | 1 | 0.4% | |
| 1.756685853 | 1 | 0.4% | |
| 1.71708405 | 1 | 0.4% | |
| 1.709429264 | 1 | 0.4% | |
| 1.696653128 | 1 | 0.4% | |
| 1.67089045 | 1 | 0.4% | |
| 1.646875381 | 1 | 0.4% | |
| 1.641615391 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.3271650912734e-10 |
|---|---|
| Minimum | -1.6876388788223269 |
| Maximum | 1.6847131252288818 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -1.687638879 |
|---|---|
| 5-th percentile | -1.505480504 |
| Q1 | -0.9188119173 |
| median | -0.0001766304485 |
| Q3 | 0.8879930228 |
| 95-th percentile | 1.550617951 |
| Maximum | 1.684713125 |
| Range | 3.372352004 |
| Interquartile range (IQR) | 1.80680494 |
Descriptive statistics
| Standard deviation | 0.9999999982 |
|---|---|
| Coefficient of variation (CV) | -1877171030 |
| Kurtosis | -1.231338695 |
| Mean | -5.327165091e-10 |
| Median Absolute Deviation (MAD) | 0.9117643237 |
| Skewness | 0.01158433525 |
| Sum | -1.331791273e-07 |
| Variance | 0.9999999963 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9106084704 | 1 | 0.4% | |
| -1.254245877 | 1 | 0.4% | |
| -0.8976518512 | 1 | 0.4% | |
| -1.01209116 | 1 | 0.4% | |
| 0.02770050056 | 1 | 0.4% | |
| 0.1409153342 | 1 | 0.4% | |
| 0.9235240817 | 1 | 0.4% | |
| 0.2065887302 | 1 | 0.4% | |
| 1.042420506 | 1 | 0.4% | |
| -0.619320035 | 1 | 0.4% | |
| 0.2087850124 | 1 | 0.4% | |
| 1.322620034 | 1 | 0.4% | |
| -0.7472462058 | 1 | 0.4% | |
| -1.0455513 | 1 | 0.4% | |
| -0.4469954073 | 1 | 0.4% | |
| 0.4869006574 | 1 | 0.4% | |
| -1.263941646 | 1 | 0.4% | |
| -1.246427536 | 1 | 0.4% | |
| -0.6593461037 | 1 | 0.4% | |
| -0.4108873308 | 1 | 0.4% | |
| -0.3196600378 | 1 | 0.4% | |
| 0.1012769192 | 1 | 0.4% | |
| 0.2545608282 | 1 | 0.4% | |
| 0.09004609287 | 1 | 0.4% | |
| 0.5797403455 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -1.687638879 | 1 | 0.4% | |
| -1.653544188 | 1 | 0.4% | |
| -1.628327847 | 1 | 0.4% | |
| -1.60901773 | 1 | 0.4% | |
| -1.607656956 | 1 | 0.4% | |
| -1.583419681 | 1 | 0.4% | |
| -1.570652246 | 1 | 0.4% | |
| -1.569586158 | 1 | 0.4% | |
| -1.561427474 | 1 | 0.4% | |
| -1.549249053 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.684713125 | 1 | 0.4% | |
| 1.656829953 | 1 | 0.4% | |
| 1.643542767 | 1 | 0.4% | |
| 1.617853522 | 1 | 0.4% | |
| 1.613754988 | 1 | 0.4% | |
| 1.609383345 | 1 | 0.4% | |
| 1.607844353 | 1 | 0.4% | |
| 1.607605457 | 1 | 0.4% | |
| 1.602588296 | 1 | 0.4% | |
| 1.601206779 | 1 | 0.4% |
| Distinct count | 250 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.601874828338623e-10 |
|---|---|
| Minimum | -2.3651328086853027 |
| Maximum | 1.9151029586791992 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 2.1 KiB |
Quantile statistics
| Minimum | -2.365132809 |
|---|---|
| 5-th percentile | -1.873409086 |
| Q1 | -0.7968685776 |
| median | 0.2978260964 |
| Q3 | 0.7520932257 |
| 95-th percentile | 1.259691936 |
| Maximum | 1.915102959 |
| Range | 4.280235767 |
| Interquartile range (IQR) | 1.548961803 |
Descriptive statistics
| Standard deviation | 1.000000004 |
|---|---|
| Coefficient of variation (CV) | -6242685050 |
| Kurtosis | -0.6771083264 |
| Mean | -1.601874828e-10 |
| Median Absolute Deviation (MAD) | 0.5817624778 |
| Skewness | -0.645545618 |
| Sum | -4.004687071e-08 |
| Variance | 1.000000009 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.1674803048 | 1 | 0.4% | |
| -1.514947057 | 1 | 0.4% | |
| 0.7144767046 | 1 | 0.4% | |
| -1.78647697 | 1 | 0.4% | |
| -0.4766479731 | 1 | 0.4% | |
| 0.9371787906 | 1 | 0.4% | |
| 0.497641921 | 1 | 0.4% | |
| 0.4370412529 | 1 | 0.4% | |
| -1.531065822 | 1 | 0.4% | |
| 1.008131266 | 1 | 0.4% | |
| 0.172525093 | 1 | 0.4% | |
| -2.141257286 | 1 | 0.4% | |
| 0.2471106499 | 1 | 0.4% | |
| -1.260073543 | 1 | 0.4% | |
| 0.5608844161 | 1 | 0.4% | |
| 0.555238843 | 1 | 0.4% | |
| 1.235594153 | 1 | 0.4% | |
| 0.3922148049 | 1 | 0.4% | |
| -0.2805035412 | 1 | 0.4% | |
| 0.9078543782 | 1 | 0.4% | |
| -1.671176076 | 1 | 0.4% | |
| 0.4407428205 | 1 | 0.4% | |
| 1.033099055 | 1 | 0.4% | |
| 0.9146835208 | 1 | 0.4% | |
| -0.363555938 | 1 | 0.4% | |
| Other values (225) | 225 | 90.0% |
| Value | Count | Frequency (%) | |
| -2.365132809 | 1 | 0.4% | |
| -2.232829809 | 1 | 0.4% | |
| -2.225361109 | 1 | 0.4% | |
| -2.141257286 | 1 | 0.4% | |
| -2.103275061 | 1 | 0.4% | |
| -1.969526529 | 1 | 0.4% | |
| -1.945390463 | 1 | 0.4% | |
| -1.933000326 | 1 | 0.4% | |
| -1.928848743 | 1 | 0.4% | |
| -1.9100492 | 1 | 0.4% |
| Value | Count | Frequency (%) | |
| 1.915102959 | 1 | 0.4% | |
| 1.732859612 | 1 | 0.4% | |
| 1.658923507 | 1 | 0.4% | |
| 1.510318637 | 1 | 0.4% | |
| 1.413351059 | 1 | 0.4% | |
| 1.396533966 | 1 | 0.4% | |
| 1.395242095 | 1 | 0.4% | |
| 1.389707446 | 1 | 0.4% | |
| 1.383628488 | 1 | 0.4% | |
| 1.308048844 | 1 | 0.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.700635 | 0.441602 | 1.494098 | 1.360279 | -1.313559 | -0.570020 | -1.141491 | -0.199151 | 0.726280 | -1.358638 | -1.202063 |
| 1 | -0.138027 | -0.165849 | -0.699045 | -0.626337 | 0.102283 | 0.287011 | -1.195182 | -1.365720 | 0.861515 | 1.040979 | 0.909621 |
| 2 | 0.885620 | 1.128012 | -0.990696 | -1.806101 | 1.303365 | 1.438348 | 1.387324 | -1.551787 | -0.037385 | 1.239041 | -1.131109 |
| 3 | 1.873755 | 1.664205 | -1.025388 | -1.566213 | -1.333236 | -1.526744 | 0.891658 | 0.467694 | 0.706546 | -1.245633 | 0.067172 |
| 4 | 0.239419 | -0.243991 | -0.728041 | -0.532148 | -1.693400 | 1.328735 | -0.053328 | -0.400746 | 1.646875 | 1.504795 | 0.150110 |
| 5 | -0.240246 | 0.076243 | 0.026623 | -0.379334 | 0.864989 | 1.490662 | 1.038531 | 0.390184 | -0.133911 | -0.388133 | 0.367832 |
| 6 | -1.085530 | -1.149106 | -0.182410 | -0.490065 | 0.862565 | -0.563823 | -1.040875 | -0.190983 | 0.276588 | -1.437508 | 0.075018 |
| 7 | -1.137630 | -0.659949 | -1.357350 | -1.284431 | 1.301799 | -1.212809 | 1.246786 | -1.091367 | -1.410107 | 0.101277 | 1.013180 |
| 8 | 0.693528 | 1.016317 | 2.417656 | 1.317228 | -0.773966 | 0.467026 | 1.592763 | -1.409256 | 0.276911 | 1.196883 | -1.049799 |
| 9 | -1.155839 | -1.656918 | -1.136638 | 0.831733 | -1.697125 | -0.864759 | 1.529421 | -1.361714 | 0.141713 | 0.458725 | 0.207977 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 240 | 0.880919 | 1.582418 | 0.777226 | -0.061114 | 0.023097 | -0.438658 | 1.021032 | -1.184625 | 0.314477 | 1.533856 | -0.344296 |
| 241 | -0.051377 | 0.154723 | 0.323770 | -0.035699 | -0.167970 | 0.036066 | 1.162472 | 1.263674 | -1.317795 | -0.124402 | 0.147877 |
| 242 | -0.256804 | 0.053894 | -0.829536 | -1.123104 | 0.294027 | -1.443161 | -0.123212 | -1.380382 | 0.984949 | 0.710917 | 0.703388 |
| 243 | 0.851481 | 0.590872 | 0.092162 | -0.447448 | 1.096134 | -0.947967 | 0.735185 | 1.738835 | -1.054433 | -0.975409 | -1.628497 |
| 244 | 0.010233 | -0.837488 | -0.357196 | -0.119132 | 0.950920 | 0.783757 | 0.382320 | -0.131413 | -0.611139 | -0.113053 | 0.863235 |
| 245 | -0.158230 | -0.716542 | -0.579113 | -0.458421 | 1.087147 | 1.076529 | -0.019662 | -0.986233 | -0.200783 | 0.525859 | 1.005669 |
| 246 | -0.050667 | 0.691328 | 1.363716 | 0.902174 | -1.422609 | -0.415201 | -1.023602 | 0.363152 | 1.320138 | -0.033236 | -0.834156 |
| 247 | -1.375244 | -1.299815 | -1.124377 | 0.959765 | -0.385250 | 1.396766 | -1.290330 | 0.409980 | 0.259944 | -1.017474 | 0.865233 |
| 248 | 0.302096 | 0.770307 | 0.571180 | 0.681138 | 0.238709 | 1.158489 | -0.251590 | -0.566132 | -0.090317 | 1.490682 | -1.287641 |
| 249 | -0.858230 | -0.725785 | -0.093375 | -0.491405 | 1.196735 | -0.277361 | -0.837435 | -0.144351 | -0.050539 | 1.040642 | 0.638128 |